Database Paper Browser

Back to papers

Mining Approximate Top-K Subspace Anomalies in Multi-Dimensional Time-Series Data

Summary: Proposes a time-series data cube for multi-dimensional market segments to capture subspaces and detect anomalies via higher-level expectations. Introduces an efficient iterative subspace search to identify approximate top-k anomalies in each subspace; validated on synthetic and real-world data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9599
Venue
VLDB
Year
2007
Pagerank
4.5505782e-05
Overall Rank
8,226 | 42.83%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank Citing Paper Year Venue Pagerank
7,353 GAMPS: Compressing Multi Sensor Data by Grouping and Amplitude Scaling 2009 SIGMOD 4.7484027e-05
11,219 Efficient Approximation Framework for Attribute Recommendation 2023 SIGMOD 4.1905499e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
277 Automatic Subspace Clustering of High Dimensional Data for Data Mining Applications 1998 SIGMOD 0.00029356968
475 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022238407
697 Efficient Algorithms for Mining Outliers from Large Data Sets 2000 SIGMOD 0.00017964755
2,023 Finding Generalized Projected Clusters in High Dimensional Spaces 2000 SIGMOD 9.7586371e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.7935134e-05
2,614 i3: Intelligent, Interactive Investigation of OLAP data cubes 2000 SIGMOD 8.4538942e-05
3,061 Mining Compressed Frequent-Pattern Sets 2005 VLDB 7.6389596e-05
3,162 High-Dimensional OLAP: A Minimal Cubing Approach 2004 VLDB 7.4622284e-05
3,522 FTW: Fast Similarity Search under the Time Warping Distance 2005 PODS 7.0086323e-05
4,549 Outlier Detection for High Dimensional Data 2001 SIGMOD 6.0866685e-05
6,401 Subsequence Matching on Structured Time Series Data 2005 SIGMOD 5.0735622e-05
6,739 CURE for Cubes: Cubing Using a ROLAP Engine 2006 VLDB 4.9413138e-05
7,583 Scaling and Time Warping in Time Series Querying 2005 VLDB 4.7016397e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
10,745 TSB-AutoAD: Towards Automated Solutions for Time-Series Anomaly Detection 2025 VLDB 4.1905499e-05
2,646 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3751681e-05
6,419 AutoTSAD: Unsupervised Holistic Anomaly Detection for Time Series Data 2024 VLDB 5.0621949e-05
8,216 Mining Deviants in a Time Series Database 1999 VLDB 4.5522552e-05
3,946 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6036232e-05
2,448 Multi-Dimensional Regression Analysis of Time-Series Data Streams 2002 VLDB 8.7935134e-05
10,880 MLP-Mixer based Masked Autoencoders Are Effective, Explainable and Robust for Time Series Anomaly Detection 2025 VLDB 4.1905499e-05
11,097 Time-Series Anomaly Detection: Overview and New Trends 2024 VLDB 4.1905499e-05
1,253 Anomaly Detection in Time Series: A Comprehensive Evaluation 2022 VLDB 0.00013019488
6,435 An Experimental Evaluation of Anomaly Detection in Time Series 2024 VLDB 5.0555305e-05